US9099858B2 - System and method for assuring utility network security and reliability - Google Patents
System and method for assuring utility network security and reliability Download PDFInfo
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- US9099858B2 US9099858B2 US13/077,680 US201113077680A US9099858B2 US 9099858 B2 US9099858 B2 US 9099858B2 US 201113077680 A US201113077680 A US 201113077680A US 9099858 B2 US9099858 B2 US 9099858B2
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02H—EMERGENCY PROTECTIVE CIRCUIT ARRANGEMENTS
- H02H1/00—Details of emergency protective circuit arrangements
- H02H1/0061—Details of emergency protective circuit arrangements concerning transmission of signals
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02H—EMERGENCY PROTECTIVE CIRCUIT ARRANGEMENTS
- H02H7/00—Emergency protective circuit arrangements specially adapted for specific types of electric machines or apparatus or for sectionalised protection of cable or line systems, and effecting automatic switching in the event of an undesired change from normal working conditions
- H02H7/26—Sectionalised protection of cable or line systems, e.g. for disconnecting a section on which a short-circuit, earth fault, or arc discharge has occured
- H02H7/261—Sectionalised protection of cable or line systems, e.g. for disconnecting a section on which a short-circuit, earth fault, or arc discharge has occured involving signal transmission between at least two stations
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- H02J13/1331—
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- H02J13/333—
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- H02J13/36—
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L63/00—Network architectures or network communication protocols for network security
- H04L63/14—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
- H04L63/1408—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic by monitoring network traffic
- H04L63/1416—Event detection, e.g. attack signature detection
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E60/00—Enabling technologies; Technologies with a potential or indirect contribution to GHG emissions mitigation
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S10/00—Systems supporting electrical power generation, transmission or distribution
- Y04S10/18—Systems supporting electrical power generation, transmission or distribution using switches, relays or circuit breakers, e.g. intelligent electronic devices [IED]
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S10/00—Systems supporting electrical power generation, transmission or distribution
- Y04S10/20—Systems supporting electrical power generation, transmission or distribution using protection elements, arrangements or systems
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S40/00—Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them
- Y04S40/12—Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them characterised by data transport means between the monitoring, controlling or managing units and monitored, controlled or operated electrical equipment
- Y04S40/126—Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them characterised by data transport means between the monitoring, controlling or managing units and monitored, controlled or operated electrical equipment using wireless data transmission
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S40/00—Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them
- Y04S40/20—Information technology specific aspects, e.g. CAD, simulation, modelling, system security
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- Y04S40/24—
Definitions
- a modern society is served by utilities that must function with extremely high reliability. Proper functioning is typically expressed by reliability, availability, and accountability.
- utilities such as electric utilities
- a smart grid infrastructure for the power grid.
- an intelligent infrastructure there must be an embedded or overlaid communications architecture by which devices in the network can be securely accessed, controlled, and communicate with each other.
- Communications in an intelligent infrastructure are affected by numerous events including faults and cyber security threats.
- many causes of faults on the electrical power line can also impact communication among devices in the network.
- transient communication faults manifested as dropped packets, for example, may be a precursor to an electric power line fault.
- cyber security threats such as spoofing and denial of service attacks, for example, are deployed to disrupt operation, utility operation, and other communications in the utility network.
- efforts are underway to enable awareness of potential threat events as well as their impacts in order to harden the utility communication infrastructure both proactively and in response to incidents.
- a system and method for detecting a utility network threat based on the quality of communications received at devices in the utility network The quality of a communication signal received by a device in the utility network is determined and a threat to the utility network is determined based on the signal quality. Threat information is output to devices on the utility network.
- FIG. 1 is a diagrammatical representation of an electric utility pole used in electrical distribution systems
- FIG. 2 is a diagrammatical representation of a recloser loop scheme according to an embodiment of the invention
- FIG. 3 is a diagrammatical representation of a utility network system according to an embodiment of the invention.
- FIG. 4 illustrates a utility threat system according to an exemplary embodiment
- FIG. 5 illustrates a utility threat system according to another exemplary embodiment
- FIG. 6 illustrates another utility threat system according to an embodiment of the invention
- FIG. 7 illustrates yet another utility threat system according to an embodiment of the invention.
- FIG. 8 illustrates a flow diagram of a grid threat monitoring process according to an exemplary embodiment.
- module refers to software, hardware, or firmware, or any combination of these, or any system, process, or functionality that performs or facilitates the processes described herein.
- signal quality As used herein, the terms “signal quality,” “communication quality,” “communications,” and “communication signal quality” are intended to include quality of any or all layers of communication in a layered network model, such as the OSI model.
- IEDs intelligent electronic devices
- the invention is not limited to reclosers and that embodiments to any appropriate IED found in a power system network.
- IEDs can be arranged to control, monitor, protect, and/or automate an electric power system such as system 100 . They can include, but are not limited to remote terminal units, differential relays, distance relays, feeder relays, overcurrent relays, reclosers, voltage regulator controls, breaker failure relays, automation controllers, for example. They can perform functions such as measuring and recording electrical and other type of switch related information such as voltage, current, reclosing times, monitoring switch status, operating switches and communicating information, for example.
- devices in a utility network having communication capability cannot only be used for their designated purpose but also be used as a type of sensor to detect potential network operating threats including, but not limited to, weather events, and cyber security events.
- the quality of communication signals including the quality of the data contained therein [SFB 1 ] that are exchanged between devices in the network as part of their normal operation is determined and potential network operating threats can be detected based on the communication signal and data quality.
- communication signals not only transmit information, but can also be used to indicate a threat to the utility network.
- Communication can also include freespace optical and power line carrier communications.
- Reclosers or other IEDs in an electrical power network are each equipped with communications equipment sufficient to communicate over a predetermined set of wireless and wired systems, including, but not limited to, power line carrier, land line telephony, electric utility radio, WiFi, WiMAX, and cellular telephony, for example.
- FIG. 1 shows an electric utility pole 10 for use in electrical distribution systems to suspend power lines above the ground according to an exemplary embodiment.
- An automatic recloser device 12 with an associated controller 14 is mounted on an electric pole 10 to protect the distribution system.
- the controller 14 can be arranged separate from the recloser device 12 , as shown, or the controller 14 can be integrated with the recloser device 12 .
- the recloser 12 with the controller 14 is considered an IED.
- the combination of the recloser switch, associated controller, and communications subsystem will be referred to as the “recloser” or “recloser device” for the purposes of this disclosure.
- the function of the recloser device 12 is to provide life safety, protect equipment, and minimize power distribution interruptions caused by temporary or permanent faults.
- the recloser senses this current rise and opens its breaker, thereby cutting off current flow in order to protect distribution system components and other equipment connected to the distribution system. Since many fault conditions are temporary, the recloser is designed to close after a short period of time, and determine if the fault is still present. Once the recloser closes and if the increased current is still present, it will again open. Such transition between open and closed may quickly occur several times before the recloser remains open if the fault is permanent.
- the power to a consumer may be temporarily disrupted for a few seconds, with the resulting recloser action causing lights and appliances to turn OFF (recloser opening), then ON (recloser closing) at consumer premises. If the lightning strike causes a downed line, then the recloser would remain open and the consumer would experience a longer period of disruption.
- FIG. 2 shows a recloser loop scheme 30 in accordance with an exemplary embodiment.
- the recloser loop scheme 30 includes substations 46 and 48 , with two feeders 32 and 34 , and consumers 50 , 52 , 54 , 56 . Distribution feeders 32 and 34 are connected through a tie recloser switch 40 .
- FIG. 2 only illustrates a small number of substations 46 and 48 , feeders 32 and 34 , consumers 50 , 52 , 54 , and 56 , and reclosers 36 , 38 , 42 and 44 , it should be understood by those skilled in the art that the system can include any number of these devices as appropriate.
- Recloser loop scheme 30 includes four feeder reclosers 36 , 38 , 42 , 44 and tie line recloser 40 coordinated with each other.
- the reclosers 36 , 38 , 42 , 44 and 40 and/or the substations 46 and 48 include a controller, which will be described in detail below.
- recloser 44 In operation, when a permanent fault occurs, for example at location F 1 , recloser 44 operates through its reclosing sequence, locks out, and transmits information regarding its status and the fault condition to the other reclosers over the communication network. After recloser 44 locks out, consumers 50 and 52 lose electrical services and experience an outage.
- Feeder recloser controllers (not shown) located at recloser 42 and tie switch 40 receive the information transmitted from recloser 44 , and may also sense the loss of the feeder 32 voltage. Based on this aggregate information, recloser 42 opens. If substation 48 has sufficient capacity to backfeed consumers 52 , tie switch 40 closes, and substation 48 restores electrical service to consumers 52 . In this manner, the fault is efficiently isolated and only customers 50 loose electrical service.
- FIG. 3 shows a system 100 in accordance with an embodiment of the present invention.
- System 100 includes substations 101 that deliver power to residential areas 102 and an industrial site 103 and also includes intelligent electronic reclosers 105 , for example.
- the system 100 also includes a transmission tower 109 for supplying power to the distribution substations 101 via transmission substations 107 .
- IEDs 108 can also be arranged in the transmission portion of the network in addition to the IEDs or reclosers 105 in the distribution portion.
- any wireless network available within the system vicinity may be used for communication between various devices.
- the communication capabilities of the reclosers 105 can be extended so that communications between reclosers and/or other IEDs on the network operate not only to exchange information but also operate as a sensing mechanism to detect potential threats to the power utility network. For example, electromagnetic radiation resulting from lightning can interfere with communication. This interference can be detected by the reclosers 105 or other devices in the network and can act as an indicator of a potential operation threat to the utility network. Based on the expected parameters of communications between reclosers 105 , a potential weather event such as a lightning strike can be detected based on the quality of the communication signal between reclosers. In addition, when the communication signal between reclosers falls outside of an expected range or threshold, it can be determined that there is a cyber security threat to the utility network.
- embodiments of the invention will be described with respect to communication between reclosers and the parameters for determining communication signal quality will be described with respect to channel characteristics or parameters. However, it is to be understood that these are merely examples and that embodiments of the invention extend to any IEDs and any layer of a communication network such as those in the OSI model. Some parameters for other layers in the communication network can include, but are not limited to, packet round trip delay, cyclic redundancy check-sum, data error detection, for example.
- a channel model can be generated between each of the devices or reclosers in the network based on a number of parameters including, but not limited to, propagation delay, signal strength, bit error rate, frequency, and embedded GPS coordinates.
- the channel model between reclosers can be different based on the differences in the locations of the reclosers 105 .
- the quality of a communication signal between reclosers falls outside of an expected range or threshold, it can be determined that there is either a threat to the utility network.
- each of the reclosers 105 in the network know their location, either by programmed data, GPS capability, or some other method.
- triangulation methods for example, can be used to estimate the location of the fault or threat.
- the location information along with other information can be used to predict the path of a weather event, for example, and consequently predict the next location of a potential fault in the utility network. Reclosers or devices in the utility network receiving the prediction information could dynamically adjust their settings as necessary to respond to the information.
- Electromagnetic interference in a communication signal can also indicate a potential cyber security threat as well as a weather event. Based on the expected parameters of communications between reclosers 105 , a potential cyber threat can be detected based on the quality of the communication signal and data contained therein between reclosers.
- An example of a cyber threat to the network would be spoofing by an intruder. For example, if one of the reclosers in a communication exchange appeared to be moving, based on changes to its GPS coordinate data, or if its GPS position was not where it was expected to be, then it could be determined that there is a potential cyber threat such as spoofing occurring. Spoofing could pose a threat to the utility network by enabling an intruder to disturb electrical distribution by the utility.
- Security threats such as cyber security spoofing or communication signal jamming, can also be detected based on a recloser's radio performance compared to a radio channel model. If the quality of the communication signal between these devices deviates from the expected model or characteristics, a security threat could be detected.
- communications from a device located in a car parked next to a recloser 105 will have different channel characteristics, including multipath delay, than one recloser communicating with another.
- the propagation delay will be very different than the expected propagation delay. In this example, the propagation delay would be much shorter than expected.
- Embodiments described herein utilize devices or IEDs in a utility network having communication capability not only for their designated purpose but also for use as a type of sensor to detect potential network operating threats including, but not limited to, weather events, and cyber security events.
- FIG. 4 illustrates a utility threat assessment system 200 according to an exemplary embodiment of the invention.
- the system 200 includes a utility threat assessment manager 202 , devices or IEDs 204 , substations 206 , a transmission substation 207 , and a utility 210 all coupled via network 208 .
- Each of the devices 204 includes information identifying its location, either by a GPS device (not shown) within each of the devices 204 , by information programmed into each of the devices 204 , or by any other suitable means.
- a single utility threat assessment manager 202 and a single utility source 210 are shown in FIG. 4 , as well as a limited number of device 204 and substations 206 and 207 .
- each device 204 shown in FIG. 4 includes a controller 218 having a processor 224 , a memory or storage device 222 , and an interface 224 .
- the controller 218 for each of the devices 204 controls operation of the device to perform its normal operations and to communicate information to devices on the utility network including the utility threat assessment manager 202 via the network 208 .
- the utility threat assessment manager 202 includes a utility threat assessment module 212 , a communication quality module 214 , an interface 217 , and a memory or storage device 216 .
- the communication quality module 214 analyzes communications received by a device 204 and determines the quality of the communication signal. This information is supplied to the utility threat assessment module 212 , which determines whether the received communication represents a threat based on the quality of the communication or the data contained therein.
- Various factors can be implemented to determine whether the quality of the communication signal represents a potential utility threat including, but not limited to, channel characteristics such as propagation delay, signal strength, bit error rate, frequency, and embedded GPS coordinates, for example.
- Information relating to the devices 204 , detected utility threats, time of utility threats, and other data are stored in the storage device 216 , or some other memory or storage device or database.
- Deviation from normal operating ranges for communications among the devices 204 can indicate a potential threat to the grid or utility, either by a weather event, downed line, or a cyber security threat, for example.
- the quality of communication signals and the data signals therein at particular locations within the network of devices 204 is used to indicate potential utility threats where the devices 204 not only act as protective devices but also as sensors to sense or detect a potential threat to the grid or utility based on communication quality among the devices 204 .
- FIG. 5 shows another exemplary embodiment of the invention.
- the utility threat assessment manager 202 can be arranged physically and/or logically at one or more utility control centers 402 .
- the utility control center 402 can include an energy management system (EMS) module 404 that performs load forecasting for the network, and monitors, controls, and optimizes the performance of the generation and transmission system.
- EMS energy management system
- SCADA Supervisory Control And Data Acquisition
- An Outage Management System (OMS) module 408 monitors load status information and outage restoration information for the customer sites (not shown) in the network.
- OMS Outage Management System
- the OMS module 408 includes failure prediction, providing information on the extent of outages and impact to customers, and prioritizing restoration efforts.
- the OMS module 408 operates based on a detailed network model of the distribution system that is generated and maintained by a Geographic Information Systems (GIS) module 410 .
- GIS Geographic Information Systems
- a Distribution Management System (DMS) module 412 provides real-time response to adverse or unstable network conditions by providing information on load status and load response.
- the DMS module 412 manages the response to alarms and/or events.
- Customer information including service contract information, participation in incentive and/or demand response programs, and contract price information, for example, is monitored and controlled by the Customer Information System (CIS) module 414 .
- CIS Customer Information System
- a Direct Load Control (DLC) module 416 controls and manages customer site devices such as the thermostat—HVAC, water heater, pool pump, washer, dryer, dishwasher, LCD/Plasma TV, plug loads (e.g., computers, computer peripherals/accessories, fax machine, power supplies), refrigerator, and lighting, for example. These are mostly discrete types of devices that have on/off, eco-mode/normal mode, or multiple discrete power saving modes (e.g., dimmable lighting). Customer billing is performed by the billing module 418 .
- DLC Direct Load Control
- the utility control center 402 can further include a Demand Response (DR) module 420 , a Network Management Services (NMS) Module 422 , a user interface module 424 , a system database (DB) 426 , and a program database (DB) 428 .
- the system database 426 can store various types of data such as historical data for each customer sites in the network, any customer information, as well as any grid or utility threat assessment information and/or information used to generate utility threat assessment information, and data related to response to utility threat assessments, for example.
- the information in the system database 426 can be updated as necessary.
- the program database 428 stores various applications and programs implemented by the utility control center 402 .
- the utility threat assessment manager 202 can be arranged physically and/or logically in each of the devices 204 in a distributed system, as shown in FIG. 6 .
- each of the devices 204 performs grid threat assessments and shares the information with other devices 204 , substations 206 , 207 and the utility 210 .
- the utility threat assessment manager 202 can be arranged physically and/or logically in each of the substations 206 , as shown in FIG. 7 .
- FIG. 8 shows a flow diagram for performing utility threat assessments according to an exemplary embodiment.
- a communication is received at a device 204 .
- the utility threat assessment module 212 determines whether the communication is a prediction of a weather event. If the answer in step 704 is yes, then processing continues to step 706 and the device 204 dynamically adjusts utility or power system protection parameters as necessary. If the answer in step 704 is no, then processing continues to step 708 where the communication quality module 214 determines the signal quality of the communication received by the device 204 based on one or more communication parameters, such as channel characteristics, for example. In step 710 , the communication quality module 214 determines whether any of the communication parameters of the communication exceed an associated threshold or are outside of an acceptable range.
- step 712 determines whether the communication signal quality indicates a grid threat or fault due to a weather event. If the answer is no, then processing continues to step 716 where the utility threat assessment module 212 determines whether the communication signal quality indicates a grid threat in cyber security. If the answer in step 716 is no then the communication is processed as normal. If the answer in step 716 is yes, then processing continues to step 720 where the utility threat assessment manager 202 shares the possibility of a cyber security risk with the other devices 204 in the network. The information can also be communicated to the substations or appropriate substations 206 , 207 and the utility 210 .
- step 722 the utility threat assessment manager 202 of the device 204 shares the possibility of fault due to a weather event with the other devices 204 in the network.
- the information can also be communicated to the substations or appropriate substations 206 , 207 and the utility 210 .
- step 724 the utility threat assessment module 212 estimates the location of the fault or threat based on the time and location of the device 204 or devices 204 detecting a fault or threat.
- step 726 the utility threat assessment module 212 predicts the next location of the weather event.
- each device 204 Since each device 204 knows its location, either by programmed information, GPS device, or some other method, the location of the next fault due to a weather event can be predicted. The prediction will likely become more accurate as the weather event affects other devices 204 in the distribution network. Various techniques can be applied, such as triangulation of the location of the device 204 detecting a potential threat and other devices, for example, to detect the path of the weather event. This is used to predict where the next fault or grid threat will occur. Geomagnetic storms can be a problem at certain latitudes. These storms induce potentially harmful currents into the grid or power network that result in major disruptions in the network. Communications may be more sensitive in detecting an onset of such storms. Also, power line carrier uses the actual power lines for communication.
- step 728 the information predicting the next location of a fault or utility threat due to a weather event is shared with other devices 204 , the substations 206 , 207 and/or the utility 210 .
- devices in a utility network having communication capability can not only be used for their designated purpose but also as a type of sensor to detect potential network operating threats including, but not limited to weather events, and cyber security events.
- the quality of communication signals that are exchanged by devices in the network as part of their normal operation is determined and potential network operating threats can be detected based on the communication signal quality.
- the computer program code may be stored or adapted for storage on one or more tangible, machine readable media, such as on memory chips, local or remote hard disks, optical disks (that is, CD's or DVD's), or other media, which may be accessed by a processor-based system to execute the stored code.
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- General Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Physics & Mathematics (AREA)
- Electromagnetism (AREA)
- Remote Monitoring And Control Of Power-Distribution Networks (AREA)
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Abstract
Description
Claims (22)
Priority Applications (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US13/077,680 US9099858B2 (en) | 2011-03-31 | 2011-03-31 | System and method for assuring utility network security and reliability |
| JP2012075353A JP2012217161A (en) | 2011-03-31 | 2012-03-29 | System and method for assuring utility network security and reliability |
| EP12162064.5A EP2506379A3 (en) | 2011-03-31 | 2012-03-29 | System and method for assuring utility network security and reliability |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US13/077,680 US9099858B2 (en) | 2011-03-31 | 2011-03-31 | System and method for assuring utility network security and reliability |
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| Publication Number | Publication Date |
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| US20120249286A1 US20120249286A1 (en) | 2012-10-04 |
| US9099858B2 true US9099858B2 (en) | 2015-08-04 |
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| US13/077,680 Active 2032-05-22 US9099858B2 (en) | 2011-03-31 | 2011-03-31 | System and method for assuring utility network security and reliability |
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| US (1) | US9099858B2 (en) |
| EP (1) | EP2506379A3 (en) |
| JP (1) | JP2012217161A (en) |
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| CN108133280A (en) * | 2017-10-23 | 2018-06-08 | 南京南瑞集团公司 | A kind of icing flashover influence factor screening technique based on inclined mutual information method |
| EP3484004A1 (en) * | 2017-11-08 | 2019-05-15 | Electricity North West Property Limited | Control system for and method of fault location, isolation and supply restoration |
| CN109034663B (en) * | 2018-08-31 | 2021-09-07 | 国家电网有限公司 | Risk assessment method of power infrastructure facilities based on big data |
| US11979024B2 (en) * | 2018-09-27 | 2024-05-07 | Siemens Canada Limited | Power distribution virtual networking |
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Also Published As
| Publication number | Publication date |
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| EP2506379A3 (en) | 2017-08-16 |
| EP2506379A2 (en) | 2012-10-03 |
| US20120249286A1 (en) | 2012-10-04 |
| JP2012217161A (en) | 2012-11-08 |
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